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Efficient Computing

6876 directly classified papers

Papers per year

Papers

Soundwave: Less is More for Speech-Text Alignment in LLMs ACL 2025
ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs ACL 2025
Enhancing Lexicon-Based Text Embeddings with Large Language Models ACL 2025
Understanding Silent Data Corruption in LLM Training ACL 2025
TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models ACL 2025
One QuantLLM for ALL: Fine-tuning Quantized LLMs Once for Efficient Deployments ACL 2025
Native Sparse Attention: Hardware-Aligned and Natively Trainable Sparse Attention ACL 2025
MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025
AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration ACL 2025
RefreshKV: Updating Small KV Cache During Long-form Generation ACL 2025
A Scalable and Effective Alternative to Graph Transformers AAAI 2025
LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers AAAI 2025
Model Performance-Guided Evaluation Data Selection for Effective Prompt Optimization ACL 2025
TinySubNets: An Efficient and Low Capacity Continual Learning Strategy AAAI 2025
Kernel Learning for Sample Constrained Black-Box Optimization AAAI 2025
Sequence Accumulation and Beyond: Infinite Context Length on Single GPU and Large Clusters AAAI 2025
Compression-Aware Computing for Scalable and Sustainable AI AAAI 2025
Real-Time Calibration Model for Low-Cost Sensor in Fine-Grained Time Series AAAI 2025
A Compact Implicit Neural Representation for Efficient Storage of Massive 4D Functional Magnetic Resonance Imaging AAAI 2025
Federated Learning with Heterogeneous LLMs: Integrating Small Student Client Models with a Large Hungry Model AAAI 2025
“AlphAI”: Teaching AI Algorithms to K12 by Training Learning Robots and Visualizing How It Works AAAI 2025
Decentralized, Epoch-based F2FS Journaling with Fine-grained Crash Recovery OSDI 2025
VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting AAAI 2025
SWIFT: A Scalable Lightweight Infrastructure for Fine-Tuning AAAI 2025
UniBuc-SB at ArchEHR-QA 2025: A Resource-Constrained Pipeline for Relevance Classification and Grounded Answer Synthesis ACL 2025